yohanesnuwara / geostatistics

Multiple experiments on geo-datasets

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My finished and unfinished projects on multiple geo-datasets (mostly public dataset; unless, stated otherwise), including:

  • Visualization & statistical analysis of 🍏:
    • Realtime drilling data (WITSML XML format)
    • Realtime trajectory data (WITSML XML format)
    • LWD-MWD (DLIS format)
    • Mud log data (unstructured XML format)
  • Prediction of ... using machine learning 🍏:
    • Realtime near-wellbore lithology from above integrated data
    • Dips from fracture data + Ecoscope LWD logs
  • Seismic data 🍊:
    • Amplitude extraction from 3D seismic volume on formation top in Gullfaks data
    • Co-kriging porosity from amplitude data
    • Co-kriging depth map from TWT map
  • Poroperm workflows 🍊:
    • Variogram modeling of spatial poroperm distribution
    • Reservoir heterogeneity calculation from poroperm logs
    • Co-kriging permeability from porosity data
  • Production data analysis 🍏
  • Image log data (TIFF converted from PDS format) 🍏
  • Exploratory data analysis of permeability database from 1,240 wells in the North Sea πŸ‡

Data source: 🍏 Volve data village (Equinor) 🍊 Gullfaks πŸ‡ Geoprovider AS (Norway)

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Multiple experiments on geo-datasets

License:MIT License


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